Pandas Profiling Report

Dataset statistics

Number of variables	33
Number of observations	899702
Missing cells	8289601
Missing cells (%)	27.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	226.5 MiB
Average record size in memory	264.0 B

Variable types

Text	8
Numeric	18
Boolean	1
Categorical	5
DateTime	1

Alerts

`explicit` is highly imbalanced (56.6%)	Imbalance
`time_signature` is highly imbalanced (68.6%)	Imbalance
`streams` has 893832 (99.3%) missing values	Missing
`track_artists` has 799759 (88.9%) missing values	Missing
`chart` has 892662 (99.2%) missing values	Missing
`added_at` has 505053 (56.1%) missing values	Missing
`track_album_album` has 799705 (88.9%) missing values	Missing
`duration_ms` has 892662 (99.2%) missing values	Missing
`track_track_number` has 799705 (88.9%) missing values	Missing
`rank` has 892662 (99.2%) missing values	Missing
`region` has 892662 (99.2%) missing values	Missing
`trend` has 892662 (99.2%) missing values	Missing
`track_id` has unique values	Unique
`artist_popularity` has 21527 (2.4%) zeros	Zeros
`key` has 107691 (12.0%) zeros	Zeros
`popularity` has 228879 (25.4%) zeros	Zeros
`instrumentalness` has 202479 (22.5%) zeros	Zeros

Reproduction

Analysis started	2024-06-20 08:08:04.637859
Analysis finished	2024-06-20 08:09:48.595692
Duration	1 minute and 43.96 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

track_id
Text

UNIQUE

Distinct	899702
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	6.9 MiB

Length

Max length	22
Median length	22
Mean length	22
Min length	22

Characters and Unicode

Total characters	19793444
Distinct characters	62
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	899702 ?
Unique (%)	100.0%

Sample

1st row	07vS8obfeZbr8H4MgQfXR7
2nd row	1PEqh7awkpuepLBSq8ZwqD
3rd row	7E8pPgBY84oDaXRcqODavR
4th row	0Atml4huw4Fgyk6YSHiK4M
5th row	4WYDmIZrwxBHdBYdvi5oQO

Value	Count	Frequency (%)
07vs8obfezbr8h4mgqfxr7	1	< 0.1%
3fupp0q5e2jkopeuhxiwdw	1	< 0.1%
2nbhp7bduwn8ipwqgk2bb6	1	< 0.1%
79pora38defv4nfqwy7ld2	1	< 0.1%
2ywnfii5tdikapbzrdsssz	1	< 0.1%
6tvvi5gdxqwpda07ns0bxi	1	< 0.1%
7e8ppgby84odaxrcqodavr	1	< 0.1%
0atml4huw4fgyk6yshik4m	1	< 0.1%
4wydmizrwxbhdbydvi5oqo	1	< 0.1%
0awg4a7t5urmzz4pzvnav3	1	< 0.1%
Other values (899692)	899692	> 99.9%

Most occurring characters

Value	Count	Frequency (%)
0	421512	2.1%
6	421032	2.1%
3	421031	2.1%
2	420831	2.1%
4	420663	2.1%
1	419645	2.1%
5	419225	2.1%
7	397113	2.0%
c	306254	1.5%
y	305971	1.5%
Other values (52)	15840167	80.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19793444	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	421512	2.1%
6	421032	2.1%
3	421031	2.1%
2	420831	2.1%
4	420663	2.1%
1	419645	2.1%
5	419225	2.1%
7	397113	2.0%
c	306254	1.5%
y	305971	1.5%
Other values (52)	15840167	80.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19793444	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	421512	2.1%
6	421032	2.1%
3	421031	2.1%
2	420831	2.1%
4	420663	2.1%
1	419645	2.1%
5	419225	2.1%
7	397113	2.0%
c	306254	1.5%
y	305971	1.5%
Other values (52)	15840167	80.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19793444	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	421512	2.1%
6	421032	2.1%
3	421031	2.1%
2	420831	2.1%
4	420663	2.1%
1	419645	2.1%
5	419225	2.1%
7	397113	2.0%
c	306254	1.5%
y	305971	1.5%
Other values (52)	15840167	80.0%

streams
Real number (ℝ)

MISSING

Distinct	5403
Distinct (%)	92.0%
Missing	893832
Missing (%)	99.3%
Infinite	0
Infinite (%)	0.0%
Mean	34653.939

Minimum	1001
Maximum	1367372
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	1001
5-th percentile	1512.9
Q1	4640.25
median	17449.5
Q3	39327.5
95-th percentile	136834.85
Maximum	1367372
Range	1366371
Interquartile range (IQR)	34687.25

Descriptive statistics

Standard deviation	56904.532
Coefficient of variation (CV)	1.6420798
Kurtosis	73.326089
Mean	34653.939
Median Absolute Deviation (MAD)	14170.5
Skewness	5.8350789
Sum	2.0341862 × 10⁸
Variance	3.2381258 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1072	4	< 0.1%
3091	4	< 0.1%
3999	4	< 0.1%
1043	4	< 0.1%
1684	4	< 0.1%
1739	3	< 0.1%
1262	3	< 0.1%
1258	3	< 0.1%
2270	3	< 0.1%
3533	3	< 0.1%
Other values (5393)	5835	0.6%
(Missing)	893832	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1001	1	< 0.1%
1003	2	< 0.1%
1004	1	< 0.1%
1005	1	< 0.1%
1006	1	< 0.1%
1007	1	< 0.1%
1008	2	< 0.1%
1009	1	< 0.1%
1010	1	< 0.1%
1011	1	< 0.1%

Value	Count	Frequency (%)
1367372	1	< 0.1%
712180	1	< 0.1%
655611	1	< 0.1%
637771	1	< 0.1%
612271	1	< 0.1%
584624	1	< 0.1%
544626	1	< 0.1%
536140	1	< 0.1%
516066	1	< 0.1%
480622	1	< 0.1%

artist_followers
Real number (ℝ)

Distinct	54753
Distinct (%)	6.1%
Missing	7206
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	1961705

Minimum	0
Maximum	1.1375993 × 10⁸
Zeros	755
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	189
Q1	5629
median	70503
Q3	739311
95-th percentile	8297882
Maximum	1.1375993 × 10⁸
Range	1.1375993 × 10⁸
Interquartile range (IQR)	733682

Descriptive statistics

Standard deviation	7912156.5
Coefficient of variation (CV)	4.033306
Kurtosis	92.471995
Mean	1961705
Median Absolute Deviation (MAD)	70135
Skewness	8.6964872
Sum	1.7508139 × 10¹²
Variance	6.2602221 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4284731	3867	0.4%
5328848	2923	0.3%
5201016	1907	0.2%
2448813	1449	0.2%
1320080	1299	0.1%
3236824	1238	0.1%
25456	1199	0.1%
56348	1139	0.1%
901251	1069	0.1%
21882	991	0.1%
Other values (54743)	875415	97.3%
(Missing)	7206	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	755	0.1%
1	406	< 0.1%
2	457	0.1%
3	879	0.1%
4	367	< 0.1%
5	333	< 0.1%
6	369	< 0.1%
7	383	< 0.1%
8	335	< 0.1%
9	318	< 0.1%

Value	Count	Frequency (%)
113759927	322	< 0.1%
108717184	901	0.1%
107854251	81	< 0.1%
95921722	356	< 0.1%
93515140	111	< 0.1%
86988887	615	0.1%
83371408	547	0.1%
82467148	393	< 0.1%
80598088	143	< 0.1%
74608422	314	< 0.1%

genres
Text

Distinct	29232
Distinct (%)	3.3%
Missing	7186
Missing (%)	0.8%
Memory size	6.9 MiB

Length

Max length	254
Median length	197
Mean length	35.237234
Min length	2

Characters and Unicode

Total characters	31449795
Distinct characters	44
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	5803 ?
Unique (%)	0.7%

Sample

1st row	['indie pop', 'la indie', 'pov: indie']
2nd row	['lilith', 'new wave pop']
3rd row	['deep groove house', 'house', 'tech house']
4th row	[]
5th row	['chill lounge', 'deep chill']

Value	Count	Frequency (%)
rock	228639	6.0%
pop	202191	5.3%
	171179	4.5%
metal	75415	2.0%
hop	73174	1.9%
hip	72728	1.9%
jazz	68156	1.8%
classical	65612	1.7%
rap	64905	1.7%
indie	64162	1.7%
Other values (2947)	2734743	71.6%

Most occurring characters

Value	Count	Frequency (%)
'	3965906	12.6%
	2928388	9.3%
a	2066925	6.6%
o	1932622	6.1%
e	1821837	5.8%
r	1683462	5.4%
i	1477199	4.7%
n	1432633	4.6%
c	1297036	4.1%
,	1263305	4.0%
Other values (34)	11580482	36.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	31449795	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	3965906	12.6%
	2928388	9.3%
a	2066925	6.6%
o	1932622	6.1%
e	1821837	5.8%
r	1683462	5.4%
i	1477199	4.7%
n	1432633	4.6%
c	1297036	4.1%
,	1263305	4.0%
Other values (34)	11580482	36.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	31449795	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	3965906	12.6%
	2928388	9.3%
a	2066925	6.6%
o	1932622	6.1%
e	1821837	5.8%
r	1683462	5.4%
i	1477199	4.7%
n	1432633	4.6%
c	1297036	4.1%
,	1263305	4.0%
Other values (34)	11580482	36.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	31449795	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	3965906	12.6%
	2928388	9.3%
a	2066925	6.6%
o	1932622	6.1%
e	1821837	5.8%
r	1683462	5.4%
i	1477199	4.7%
n	1432633	4.6%
c	1297036	4.1%
,	1263305	4.0%
Other values (34)	11580482	36.8%

album_total_tracks
Real number (ℝ)

Distinct	315
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	13.978811

Minimum	1
Maximum	1000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	11
Q3	16
95-th percentile	40
Maximum	1000
Range	999
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	23.814172
Coefficient of variation (CV)	1.7035907
Kurtosis	539.16167
Mean	13.978811
Median Absolute Deviation (MAD)	7
Skewness	16.926354
Sum	12576750
Variance	567.11481
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	196360	21.8%
12	66779	7.4%
10	60596	6.7%
11	49021	5.4%
13	41237	4.6%
14	40468	4.5%
15	36478	4.1%
2	29902	3.3%
16	29740	3.3%
9	22690	2.5%
Other values (305)	326430	36.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	196360	21.8%
2	29902	3.3%
3	17094	1.9%
4	21921	2.4%
5	19436	2.2%
6	18266	2.0%
7	17160	1.9%
8	21686	2.4%
9	22690	2.5%
10	60596	6.7%

Value	Count	Frequency (%)
1000	1	< 0.1%
930	200	< 0.1%
772	2	< 0.1%
579	3	< 0.1%
578	2	< 0.1%
561	3	< 0.1%
549	3	< 0.1%
548	1	< 0.1%
545	4	< 0.1%
531	2	< 0.1%

track_artists
Text

MISSING

Distinct	45573
Distinct (%)	45.6%
Missing	799759
Missing (%)	88.9%
Memory size	6.9 MiB

Length

Max length	140
Median length	74
Mean length	11.992366
Min length	1

Characters and Unicode

Total characters	1198553
Distinct characters	1081
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	30543 ?
Unique (%)	30.6%

Sample

1st row	Phoebe Bridgers
2nd row	Oliver Cheatham
3rd row	Willie Nelson
4th row	Florence + The Machine
5th row	Ludwig Ahgren

Value	Count	Frequency (%)
the	5725	2.9%
	2078	1.0%
of	789	0.4%
john	757	0.4%
de	715	0.4%
music	686	0.3%
and	613	0.3%
band	600	0.3%
orchestra	527	0.3%
johann	512	0.3%
Other values (40666)	185113	93.4%

Most occurring characters

Value	Count	Frequency (%)
e	103050	8.6%
a	98392	8.2%
	98177	8.2%
i	71735	6.0%
n	70685	5.9%
o	68855	5.7%
r	66510	5.5%
l	51153	4.3%
s	48369	4.0%
t	43104	3.6%
Other values (1071)	478523	39.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1198553	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	103050	8.6%
a	98392	8.2%
	98177	8.2%
i	71735	6.0%
n	70685	5.9%
o	68855	5.7%
r	66510	5.5%
l	51153	4.3%
s	48369	4.0%
t	43104	3.6%
Other values (1071)	478523	39.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1198553	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	103050	8.6%
a	98392	8.2%
	98177	8.2%
i	71735	6.0%
n	70685	5.9%
o	68855	5.7%
r	66510	5.5%
l	51153	4.3%
s	48369	4.0%
t	43104	3.6%
Other values (1071)	478523	39.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1198553	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	103050	8.6%
a	98392	8.2%
	98177	8.2%
i	71735	6.0%
n	70685	5.9%
o	68855	5.7%
r	66510	5.5%
l	51153	4.3%
s	48369	4.0%
t	43104	3.6%
Other values (1071)	478523	39.9%

artist_popularity
Real number (ℝ)

ZEROS

Distinct	93
Distinct (%)	< 0.1%
Missing	7186
Missing (%)	0.8%
Infinite	0
Infinite (%)	0.0%
Mean	42.487238

Minimum	0
Maximum	100
Zeros	21527
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	28
median	44
Q3	58
95-th percentile	75
Maximum	100
Range	100
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	21.031606
Coefficient of variation (CV)	0.49500995
Kurtosis	-0.63972755
Mean	42.487238
Median Absolute Deviation (MAD)	15
Skewness	-0.17761189
Sum	37920540
Variance	442.32843
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21527	2.4%
51	18810	2.1%
52	17200	1.9%
58	17061	1.9%
45	16698	1.9%
38	16050	1.8%
44	15785	1.8%
42	15774	1.8%
39	15735	1.7%
46	15683	1.7%
Other values (83)	722193	80.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21527	2.4%
1	8596	1.0%
2	7171	0.8%
3	6177	0.7%
4	5752	0.6%
5	5722	0.6%
6	5908	0.7%
7	5332	0.6%
8	5247	0.6%
9	5226	0.6%

Value	Count	Frequency (%)
100	901	0.1%
93	615	0.1%
91	811	0.1%
90	1043	0.1%
88	483	0.1%
87	1872	0.2%
86	961	0.1%
85	1391	0.2%
84	2309	0.3%
83	2551	0.3%

explicit
Boolean

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	6.9 MiB

False	819486
True	80215
(Missing)	1

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	819486	91.1%
True	80215	8.9%
(Missing)	1	< 0.1%

tempo
Real number (ℝ)

Distinct	130141
Distinct (%)	14.5%
Missing	478
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	119.21053

Minimum	0
Maximum	249.899
Zeros	529
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	74.197
Q1	95.374
median	119.984
Q3	138.451
95-th percentile	174.037
Maximum	249.899
Range	249.899
Interquartile range (IQR)	43.077

Descriptive statistics

Standard deviation	30.494827
Coefficient of variation (CV)	0.25580649
Kurtosis	-0.25019337
Mean	119.21053
Median Absolute Deviation (MAD)	21.048
Skewness	0.28667769
Sum	1.0719697 × 10⁸
Variance	929.9345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	529	0.1%
119.999	308	< 0.1%
120.007	277	< 0.1%
119.994	271	< 0.1%
120.008	264	< 0.1%
120.004	263	< 0.1%
120.012	263	< 0.1%
120.006	263	< 0.1%
120.005	262	< 0.1%
120.003	260	< 0.1%
Other values (130131)	896264	99.6%
(Missing)	478	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	529	0.1%
30.038	1	< 0.1%
30.046	1	< 0.1%
30.121	1	< 0.1%
30.133	1	< 0.1%
30.31	1	< 0.1%
30.485	1	< 0.1%
30.51	1	< 0.1%
30.559	1	< 0.1%
30.846	1	< 0.1%

Value	Count	Frequency (%)
249.899	1	< 0.1%
248.054	1	< 0.1%
244.44	1	< 0.1%
244.08	1	< 0.1%
243.372	1	< 0.1%
243.193	1	< 0.1%
242.998	1	< 0.1%
241.647	1	< 0.1%
241.426	1	< 0.1%
240.947	1	< 0.1%

chart
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	892662
Missing (%)	99.2%
Memory size	6.9 MiB

top200	5870
viral50	1170

Length

Max length	7
Median length	6
Mean length	6.1661932
Min length	6

Characters and Unicode

Total characters	43410
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	top200
2nd row	top200
3rd row	top200
4th row	top200
5th row	top200

Common Values

Value	Count	Frequency (%)
top200	5870	0.7%
viral50	1170	0.1%
(Missing)	892662	99.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
top200	5870	83.4%
viral50	1170	16.6%

Most occurring characters

Value	Count	Frequency (%)
0	12910	29.7%
t	5870	13.5%
o	5870	13.5%
p	5870	13.5%
2	5870	13.5%
v	1170	2.7%
i	1170	2.7%
r	1170	2.7%
a	1170	2.7%
l	1170	2.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	43410	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	12910	29.7%
t	5870	13.5%
o	5870	13.5%
p	5870	13.5%
2	5870	13.5%
v	1170	2.7%
i	1170	2.7%
r	1170	2.7%
a	1170	2.7%
l	1170	2.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	43410	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	12910	29.7%
t	5870	13.5%
o	5870	13.5%
p	5870	13.5%
2	5870	13.5%
v	1170	2.7%
i	1170	2.7%
r	1170	2.7%
a	1170	2.7%
l	1170	2.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	43410	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	12910	29.7%
t	5870	13.5%
o	5870	13.5%
p	5870	13.5%
2	5870	13.5%
v	1170	2.7%
i	1170	2.7%
r	1170	2.7%
a	1170	2.7%
l	1170	2.7%

album_release_date
Text

Distinct	16248
Distinct (%)	1.8%
Missing	1
Missing (%)	< 0.1%
Memory size	6.9 MiB

Length

Max length	10
Median length	10
Mean length	9.6155156
Min length	4

Characters and Unicode

Total characters	8651089
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2329 ?
Unique (%)	0.3%

Sample

1st row	2018-12-05
2nd row	1996-04-16
3rd row	2014-07-07
4th row	2001-01-24
5th row	2014-10-03

Value	Count	Frequency (%)
2013-01-01	4695	0.5%
2007-01-01	4064	0.5%
2006-01-01	3974	0.4%
2008-01-01	3940	0.4%
2009-01-01	3552	0.4%
2010-01-01	3546	0.4%
2012-01-01	3511	0.4%
2011-01-01	3499	0.4%
2005-01-01	3402	0.4%
2014-01-01	3015	0.3%
Other values (16238)	862503	95.9%

Most occurring characters

Value	Count	Frequency (%)
0	2120765	24.5%
-	1684095	19.5%
2	1635881	18.9%
1	1418970	16.4%
9	405951	4.7%
3	308568	3.6%
8	233204	2.7%
7	222587	2.6%
6	212451	2.5%
4	207017	2.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8651089	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2120765	24.5%
-	1684095	19.5%
2	1635881	18.9%
1	1418970	16.4%
9	405951	4.7%
3	308568	3.6%
8	233204	2.7%
7	222587	2.6%
6	212451	2.5%
4	207017	2.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8651089	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2120765	24.5%
-	1684095	19.5%
2	1635881	18.9%
1	1418970	16.4%
9	405951	4.7%
3	308568	3.6%
8	233204	2.7%
7	222587	2.6%
6	212451	2.5%
4	207017	2.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8651089	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2120765	24.5%
-	1684095	19.5%
2	1635881	18.9%
1	1418970	16.4%
9	405951	4.7%
3	308568	3.6%
8	233204	2.7%
7	222587	2.6%
6	212451	2.5%
4	207017	2.4%

energy
Real number (ℝ)

Distinct	3138
Distinct (%)	0.3%
Missing	478
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.53541322

Minimum	0
Maximum	1
Zeros	31
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0434
Q1	0.296
median	0.567
Q3	0.783
95-th percentile	0.949
Maximum	1
Range	1
Interquartile range (IQR)	0.487

Descriptive statistics

Standard deviation	0.28827418
Coefficient of variation (CV)	0.53841439
Kurtosis	-1.1233676
Mean	0.53541322
Median Absolute Deviation (MAD)	0.239
Skewness	-0.23737546
Sum	481456.42
Variance	0.083102005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.931	1251	0.1%
0.676	1225	0.1%
0.868	1211	0.1%
0.725	1202	0.1%
0.721	1195	0.1%
0.727	1195	0.1%
0.719	1195	0.1%
0.724	1195	0.1%
0.829	1194	0.1%
0.871	1192	0.1%
Other values (3128)	887169	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	< 0.1%
1.7 × 10^-5	1	< 0.1%
1.74 × 10^-5	1	< 0.1%
1.93 × 10^-5	1	< 0.1%
1.94 × 10^-5	1	< 0.1%
1.98 × 10^-5	1	< 0.1%
2 × 10^-5	3	< 0.1%
2.01 × 10^-5	1	< 0.1%
2.02 × 10^-5	10	< 0.1%
2.03 × 10^-5	20	< 0.1%

Value	Count	Frequency (%)
1	345	< 0.1%
0.999	565	0.1%
0.998	527	0.1%
0.997	592	0.1%
0.996	651	0.1%
0.995	785	0.1%
0.994	751	0.1%
0.993	829	0.1%
0.992	710	0.1%
0.991	842	0.1%

key
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	< 0.1%
Missing	478
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	5.2258425

Minimum	0
Maximum	11
Zeros	107691
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	8
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.5559433
Coefficient of variation (CV)	0.68045358
Kurtosis	-1.2870265
Mean	5.2258425
Median Absolute Deviation (MAD)	3
Skewness	0.016818853
Sum	4699203
Variance	12.644732
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	107691	12.0%
7	103740	11.5%
2	95624	10.6%
9	88393	9.8%
1	83447	9.3%
5	79262	8.8%
4	66637	7.4%
11	66151	7.4%
10	61828	6.9%
8	57407	6.4%
Other values (2)	89044	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	107691	12.0%
1	83447	9.3%
2	95624	10.6%
3	33176	3.7%
4	66637	7.4%
5	79262	8.8%
6	55868	6.2%
7	103740	11.5%
8	57407	6.4%
9	88393	9.8%

Value	Count	Frequency (%)
11	66151	7.4%
10	61828	6.9%
9	88393	9.8%
8	57407	6.4%
7	103740	11.5%
6	55868	6.2%
5	79262	8.8%
4	66637	7.4%
3	33176	3.7%
2	95624	10.6%

added_at
Date

MISSING

Distinct	259021
Distinct (%)	65.6%
Missing	505053
Missing (%)	56.1%
Memory size	6.9 MiB

Minimum	1970-01-01 00:00:00+00:00
Maximum	2024-03-09 23:31:45+00:00

Histogram

Histogram with fixed size bins (bins=50)

popularity
Real number (ℝ)

ZEROS

Distinct	99
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	21.881982

Minimum	0
Maximum	98
Zeros	228879
Zeros (%)	25.4%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	20
Q3	37
95-th percentile	57
Maximum	98
Range	98
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	20.01999
Coefficient of variation (CV)	0.91490754
Kurtosis	-0.80735345
Mean	21.881982
Median Absolute Deviation (MAD)	19
Skewness	0.51035155
Sum	19687241
Variance	400.80001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	228879	25.4%
1	20977	2.3%
2	16035	1.8%
3	13568	1.5%
31	13455	1.5%
32	13353	1.5%
29	13340	1.5%
30	13290	1.5%
33	13251	1.5%
28	13108	1.5%
Other values (89)	540445	60.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	228879	25.4%
1	20977	2.3%
2	16035	1.8%
3	13568	1.5%
4	12509	1.4%
5	10854	1.2%
6	9756	1.1%
7	9672	1.1%
8	9869	1.1%
9	9949	1.1%

Value	Count	Frequency (%)
98	2	< 0.1%
97	1	< 0.1%
96	1	< 0.1%
95	2	< 0.1%
94	4	< 0.1%
93	6	< 0.1%
92	3	< 0.1%
91	14	< 0.1%
90	13	< 0.1%
89	21	< 0.1%

track_album_album
Categorical

MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	799705
Missing (%)	88.9%
Memory size	6.9 MiB

album	57351
single	32980
compilation	9666

Length

Max length	11
Median length	5
Mean length	5.9097873
Min length	5

Characters and Unicode

Total characters	590961
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	single
2nd row	compilation
3rd row	album
4th row	album
5th row	single

Common Values

Value	Count	Frequency (%)
album	57351	6.4%
single	32980	3.7%
compilation	9666	1.1%
(Missing)	799705	88.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
album	57351	57.4%
single	32980	33.0%
compilation	9666	9.7%

Most occurring characters

Value	Count	Frequency (%)
l	99997	16.9%
a	67017	11.3%
m	67017	11.3%
b	57351	9.7%
u	57351	9.7%
i	52312	8.9%
n	42646	7.2%
s	32980	5.6%
g	32980	5.6%
e	32980	5.6%
Other values (4)	48330	8.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	590961	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	99997	16.9%
a	67017	11.3%
m	67017	11.3%
b	57351	9.7%
u	57351	9.7%
i	52312	8.9%
n	42646	7.2%
s	32980	5.6%
g	32980	5.6%
e	32980	5.6%
Other values (4)	48330	8.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	590961	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	99997	16.9%
a	67017	11.3%
m	67017	11.3%
b	57351	9.7%
u	57351	9.7%
i	52312	8.9%
n	42646	7.2%
s	32980	5.6%
g	32980	5.6%
e	32980	5.6%
Other values (4)	48330	8.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	590961	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	99997	16.9%
a	67017	11.3%
m	67017	11.3%
b	57351	9.7%
u	57351	9.7%
i	52312	8.9%
n	42646	7.2%
s	32980	5.6%
g	32980	5.6%
e	32980	5.6%
Other values (4)	48330	8.2%

duration_ms
Real number (ℝ)

MISSING

Distinct	6202
Distinct (%)	88.1%
Missing	892662
Missing (%)	99.2%
Infinite	0
Infinite (%)	0.0%
Mean	218893.17

Minimum	0
Maximum	1037586
Zeros	19
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	151342.1
Q1	187948.25
median	212133
Q3	241894.25
95-th percentile	306124.2
Maximum	1037586
Range	1037586
Interquartile range (IQR)	53946

Descriptive statistics

Standard deviation	54665.606
Coefficient of variation (CV)	0.24973646
Kurtosis	17.739926
Mean	218893.17
Median Absolute Deviation (MAD)	26815
Skewness	2.0521907
Sum	1.5410079 × 10⁹
Variance	2.9883284 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19	< 0.1%
180000	9	< 0.1%
240000	8	< 0.1%
193893	6	< 0.1%
216000	6	< 0.1%
184000	5	< 0.1%
228000	5	< 0.1%
192000	5	< 0.1%
224000	5	< 0.1%
200000	4	< 0.1%
Other values (6192)	6968	0.8%
(Missing)	892662	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	< 0.1%
35975	1	< 0.1%
46768	1	< 0.1%
48422	1	< 0.1%
50747	1	< 0.1%
60400	1	< 0.1%
60453	1	< 0.1%
68691	1	< 0.1%
74746	1	< 0.1%
76500	1	< 0.1%

Value	Count	Frequency (%)
1037586	1	< 0.1%
913214	1	< 0.1%
755855	1	< 0.1%
721000	1	< 0.1%
602296	1	< 0.1%
589640	1	< 0.1%
589094	1	< 0.1%
579293	1	< 0.1%
577819	1	< 0.1%
566133	1	< 0.1%

available_markets
Text

Distinct	13061
Distinct (%)	1.5%
Missing	1
Missing (%)	< 0.1%
Memory size	6.9 MiB

Length

Max length	1110
Median length	1104
Mean length	797.92245
Min length	2

Characters and Unicode

Total characters	717891622
Distinct characters	31
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6665 ?
Unique (%)	0.7%

Sample

1st row	[]
2nd row	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']
3rd row	[]
4th row	[]
5th row	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']

Value	Count	Frequency (%)
cw	659114	0.6%
pt	655940	0.5%
no	655909	0.5%
fi	655739	0.5%
nl	655727	0.5%
es	655682	0.5%
hu	655369	0.5%
lt	655112	0.5%
ee	655093	0.5%
be	654971	0.5%
Other values (176)	113231457	94.5%

Most occurring characters

Value	Count	Frequency (%)
'	239155698	33.3%
,	118890412	16.6%
	118890412	16.6%
M	18079190	2.5%
G	14891516	2.1%
T	14877707	2.1%
S	14212546	2.0%
A	13619486	1.9%
B	13535602	1.9%
L	12313162	1.7%
Other values (21)	139425891	19.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	717891622	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
'	239155698	33.3%
,	118890412	16.6%
	118890412	16.6%
M	18079190	2.5%
G	14891516	2.1%
T	14877707	2.1%
S	14212546	2.0%
A	13619486	1.9%
B	13535602	1.9%
L	12313162	1.7%
Other values (21)	139425891	19.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	717891622	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
'	239155698	33.3%
,	118890412	16.6%
	118890412	16.6%
M	18079190	2.5%
G	14891516	2.1%
T	14877707	2.1%
S	14212546	2.0%
A	13619486	1.9%
B	13535602	1.9%
L	12313162	1.7%
Other values (21)	139425891	19.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	717891622	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
'	239155698	33.3%
,	118890412	16.6%
	118890412	16.6%
M	18079190	2.5%
G	14891516	2.1%
T	14877707	2.1%
S	14212546	2.0%
A	13619486	1.9%
B	13535602	1.9%
L	12313162	1.7%
Other values (21)	139425891	19.4%

track_track_number
Real number (ℝ)

MISSING

Distinct	123
Distinct (%)	0.1%
Missing	799705
Missing (%)	88.9%
Infinite	0
Infinite (%)	0.0%
Mean	5.6861006

Minimum	1
Maximum	481
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	8
95-th percentile	17
Maximum	481
Range	480
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	7.7857578
Coefficient of variation (CV)	1.3692614
Kurtosis	306.45414
Mean	5.6861006
Median Absolute Deviation (MAD)	2
Skewness	9.072038
Sum	568593
Variance	60.618025
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	35065	3.9%
2	9603	1.1%
3	7581	0.8%
4	6385	0.7%
5	5569	0.6%
6	5009	0.6%
7	4335	0.5%
8	3993	0.4%
9	3608	0.4%
10	3190	0.4%
Other values (113)	15659	1.7%
(Missing)	799705	88.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	35065	3.9%
2	9603	1.1%
3	7581	0.8%
4	6385	0.7%
5	5569	0.6%
6	5009	0.6%
7	4335	0.5%
8	3993	0.4%
9	3608	0.4%
10	3190	0.4%

Value	Count	Frequency (%)
481	1	< 0.1%
461	1	< 0.1%
209	1	< 0.1%
197	1	< 0.1%
188	1	< 0.1%
184	1	< 0.1%
170	1	< 0.1%
150	1	< 0.1%
149	1	< 0.1%
138	1	< 0.1%

rank
Real number (ℝ)

MISSING

Distinct	200
Distinct (%)	2.8%
Missing	892662
Missing (%)	99.2%
Infinite	0
Infinite (%)	0.0%
Mean	111.94972

Minimum	1
Maximum	200
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	1
5-th percentile	14
Q1	49
median	121
Q3	171
95-th percentile	196
Maximum	200
Range	199
Interquartile range (IQR)	122

Descriptive statistics

Standard deviation	62.070924
Coefficient of variation (CV)	0.55445361
Kurtosis	-1.3810954
Mean	111.94972
Median Absolute Deviation (MAD)	58
Skewness	-0.17751291
Sum	788126
Variance	3852.7996
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	91	< 0.1%
195	89	< 0.1%
198	85	< 0.1%
50	83	< 0.1%
47	83	< 0.1%
193	78	< 0.1%
197	77	< 0.1%
200	77	< 0.1%
199	75	< 0.1%
196	72	< 0.1%
Other values (190)	6230	0.7%
(Missing)	892662	99.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	26	< 0.1%
2	26	< 0.1%
3	24	< 0.1%
4	25	< 0.1%
5	26	< 0.1%
6	23	< 0.1%
7	21	< 0.1%
8	27	< 0.1%
9	18	< 0.1%
10	32	< 0.1%

Value	Count	Frequency (%)
200	77	< 0.1%
199	75	< 0.1%
198	85	< 0.1%
197	77	< 0.1%
196	72	< 0.1%
195	89	< 0.1%
194	59	< 0.1%
193	78	< 0.1%
192	59	< 0.1%
191	51	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	478
Missing (%)	0.1%
Memory size	6.9 MiB

1.0	564721
0.0	334503

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2697672
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	564721	62.8%
0.0	334503	37.2%
(Missing)	478	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	564721	62.8%
0.0	334503	37.2%

Most occurring characters

Value	Count	Frequency (%)
0	1233727	45.7%
.	899224	33.3%
1	564721	20.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2697672	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1233727	45.7%
.	899224	33.3%
1	564721	20.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2697672	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1233727	45.7%
.	899224	33.3%
1	564721	20.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2697672	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1233727	45.7%
.	899224	33.3%
1	564721	20.9%

time_signature
Categorical

IMBALANCE

Distinct	5
Distinct (%)	< 0.1%
Missing	478
Missing (%)	0.1%
Memory size	6.9 MiB

4.0	773496
3.0	95821
5.0	18621
1.0	10732
0.0	554

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	2697672
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	4.0
3rd row	4.0
4th row	4.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	773496	86.0%
3.0	95821	10.7%
5.0	18621	2.1%
1.0	10732	1.2%
0.0	554	0.1%
(Missing)	478	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	773496	86.0%
3.0	95821	10.7%
5.0	18621	2.1%
1.0	10732	1.2%
0.0	554	0.1%

Most occurring characters

Value	Count	Frequency (%)
0	899778	33.4%
.	899224	33.3%
4	773496	28.7%
3	95821	3.6%
5	18621	0.7%
1	10732	0.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2697672	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	899778	33.4%
.	899224	33.3%
4	773496	28.7%
3	95821	3.6%
5	18621	0.7%
1	10732	0.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2697672	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	899778	33.4%
.	899224	33.3%
4	773496	28.7%
3	95821	3.6%
5	18621	0.7%
1	10732	0.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2697672	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	899778	33.4%
.	899224	33.3%
4	773496	28.7%
3	95821	3.6%
5	18621	0.7%
1	10732	0.4%

album_name
Text

Distinct	375150
Distinct (%)	41.7%
Missing	431
Missing (%)	< 0.1%
Memory size	6.9 MiB

Length

Max length	292
Median length	207
Mean length	21.304499
Min length	1

Characters and Unicode

Total characters	19158518
Distinct characters	3645
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	254978 ?
Unique (%)	28.4%

Sample

1st row	Spotify Singles
2nd row	Now in a Minute
3rd row	Love Too Deep
4th row	Voces Del Pueblo
5th row	The Smooth Operator - Cosmopolitan Lounge Music

Value	Count	Frequency (%)
the	144530	4.4%
	86369	2.6%
of	60265	1.8%
a	29419	0.9%
vol	28391	0.9%
in	25077	0.8%
original	24140	0.7%
music	23470	0.7%
and	22095	0.7%
soundtrack	21417	0.7%
Other values (138727)	2797248	85.7%

Most occurring characters

Value	Count	Frequency (%)
	2363052	12.3%
e	1628552	8.5%
o	1124779	5.9%
a	1117105	5.8%
i	1071258	5.6%
n	964116	5.0%
r	881772	4.6%
t	843748	4.4%
s	803558	4.2%
l	677949	3.5%
Other values (3635)	7682629	40.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	19158518	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2363052	12.3%
e	1628552	8.5%
o	1124779	5.9%
a	1117105	5.8%
i	1071258	5.6%
n	964116	5.0%
r	881772	4.6%
t	843748	4.4%
s	803558	4.2%
l	677949	3.5%
Other values (3635)	7682629	40.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	19158518	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2363052	12.3%
e	1628552	8.5%
o	1124779	5.9%
a	1117105	5.8%
i	1071258	5.6%
n	964116	5.0%
r	881772	4.6%
t	843748	4.4%
s	803558	4.2%
l	677949	3.5%
Other values (3635)	7682629	40.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	19158518	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2363052	12.3%
e	1628552	8.5%
o	1124779	5.9%
a	1117105	5.8%
i	1071258	5.6%
n	964116	5.0%
r	881772	4.6%
t	843748	4.4%
s	803558	4.2%
l	677949	3.5%
Other values (3635)	7682629	40.1%

speechiness
Real number (ℝ)

Distinct	1651
Distinct (%)	0.2%
Missing	478
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.080717233

Minimum	0
Maximum	0.967
Zeros	530
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0287
Q1	0.0361
median	0.0465
Q3	0.0768
95-th percentile	0.277
Maximum	0.967
Range	0.967
Interquartile range (IQR)	0.0407

Descriptive statistics

Standard deviation	0.093727413
Coefficient of variation (CV)	1.1611822
Kurtosis	21.711037
Mean	0.080717233
Median Absolute Deviation (MAD)	0.0135
Skewness	3.9205674
Sum	72582.873
Variance	0.0087848279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0365	2760	0.3%
0.0342	2724	0.3%
0.0337	2707	0.3%
0.0348	2694	0.3%
0.0341	2682	0.3%
0.0346	2679	0.3%
0.0347	2666	0.3%
0.0353	2664	0.3%
0.0367	2652	0.3%
0.0366	2649	0.3%
Other values (1641)	872347	97.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	530	0.1%
0.0216	1	< 0.1%
0.0217	1	< 0.1%
0.0218	3	< 0.1%
0.022	6	< 0.1%
0.0221	3	< 0.1%
0.0222	3	< 0.1%
0.0223	12	< 0.1%
0.0224	12	< 0.1%
0.0225	10	< 0.1%

Value	Count	Frequency (%)
0.967	3	< 0.1%
0.966	1	< 0.1%
0.965	2	< 0.1%
0.964	2	< 0.1%
0.963	7	< 0.1%
0.962	9	< 0.1%
0.961	14	< 0.1%
0.96	16	< 0.1%
0.959	18	< 0.1%
0.958	30	< 0.1%

region
Text

MISSING

Distinct	66
Distinct (%)	0.9%
Missing	892662
Missing (%)	99.2%
Memory size	6.9 MiB

Length

Max length	18
Median length	13
Mean length	7.9174716
Min length	4

Characters and Unicode

Total characters	55739
Distinct characters	46
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	France
2nd row	Saudi Arabia
3rd row	Australia
4th row	Australia
5th row	Honduras

Value	Count	Frequency (%)
australia	559	7.1%
argentina	450	5.7%
united	345	4.4%
brazil	338	4.3%
austria	309	3.9%
canada	304	3.8%
ireland	289	3.6%
turkey	216	2.7%
republic	213	2.7%
kingdom	198	2.5%
Other values (64)	4698	59.3%

Most occurring characters

Value	Count	Frequency (%)
a	7563	13.6%
i	5072	9.1%
n	4942	8.9%
e	4305	7.7%
r	3582	6.4%
l	3031	5.4%
t	2584	4.6%
d	2214	4.0%
u	2070	3.7%
o	1890	3.4%
Other values (36)	18486	33.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	55739	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	7563	13.6%
i	5072	9.1%
n	4942	8.9%
e	4305	7.7%
r	3582	6.4%
l	3031	5.4%
t	2584	4.6%
d	2214	4.0%
u	2070	3.7%
o	1890	3.4%
Other values (36)	18486	33.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	55739	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	7563	13.6%
i	5072	9.1%
n	4942	8.9%
e	4305	7.7%
r	3582	6.4%
l	3031	5.4%
t	2584	4.6%
d	2214	4.0%
u	2070	3.7%
o	1890	3.4%
Other values (36)	18486	33.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	55739	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	7563	13.6%
i	5072	9.1%
n	4942	8.9%
e	4305	7.7%
r	3582	6.4%
l	3031	5.4%
t	2584	4.6%
d	2214	4.0%
u	2070	3.7%
o	1890	3.4%
Other values (36)	18486	33.2%

danceability
Real number (ℝ)

Distinct	1354
Distinct (%)	0.2%
Missing	478
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.55023863

Minimum	0
Maximum	0.995
Zeros	531
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.191
Q1	0.425
median	0.57
Q3	0.694
95-th percentile	0.83
Maximum	0.995
Range	0.995
Interquartile range (IQR)	0.269

Descriptive statistics

Standard deviation	0.19085016
Coefficient of variation (CV)	0.34684979
Kurtosis	-0.44239009
Mean	0.55023863
Median Absolute Deviation (MAD)	0.133
Skewness	-0.391061
Sum	494787.78
Variance	0.036423782
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.599	1938	0.2%
0.676	1921	0.2%
0.633	1913	0.2%
0.667	1913	0.2%
0.622	1909	0.2%
0.602	1907	0.2%
0.639	1898	0.2%
0.637	1893	0.2%
0.608	1890	0.2%
0.603	1886	0.2%
Other values (1344)	880156	97.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	531	0.1%
0.0237	1	< 0.1%
0.0443	1	< 0.1%
0.0513	1	< 0.1%
0.0528	1	< 0.1%
0.0531	1	< 0.1%
0.0532	1	< 0.1%
0.0535	1	< 0.1%
0.0536	1	< 0.1%
0.0537	1	< 0.1%

Value	Count	Frequency (%)
0.995	1	< 0.1%
0.994	1	< 0.1%
0.991	1	< 0.1%
0.99	2	< 0.1%
0.989	1	< 0.1%
0.988	7	< 0.1%
0.987	9	< 0.1%
0.986	9	< 0.1%
0.985	13	< 0.1%
0.984	11	< 0.1%

valence
Real number (ℝ)

Distinct	2085
Distinct (%)	0.2%
Missing	478
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.43714447

Minimum	0
Maximum	1
Zeros	998
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0412
Q1	0.202
median	0.411
Q3	0.655
95-th percentile	0.908
Maximum	1
Range	1
Interquartile range (IQR)	0.453

Descriptive statistics

Standard deviation	0.27094097
Coefficient of variation (CV)	0.61979731
Kurtosis	-1.0574219
Mean	0.43714447
Median Absolute Deviation (MAD)	0.224
Skewness	0.25175086
Sum	393090.79
Variance	0.073409007
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.961	2162	0.2%
0.962	1879	0.2%
0.963	1684	0.2%
0.964	1591	0.2%
0.965	1356	0.2%
0.96	1352	0.2%
0.158	1327	0.1%
0.196	1321	0.1%
0.156	1275	0.1%
0.193	1272	0.1%
Other values (2075)	884005	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	998	0.1%
1 × 10^-5	849	0.1%
7.58 × 10^-5	1	< 0.1%
8.01 × 10^-5	1	< 0.1%
8.46 × 10^-5	1	< 0.1%
0.000119	1	< 0.1%
0.000147	1	< 0.1%
0.000153	1	< 0.1%
0.000166	1	< 0.1%
0.000253	1	< 0.1%

Value	Count	Frequency (%)
1	29	< 0.1%
0.999	8	< 0.1%
0.998	8	< 0.1%
0.997	5	< 0.1%
0.996	10	< 0.1%
0.995	9	< 0.1%
0.994	16	< 0.1%
0.993	17	< 0.1%
0.992	24	< 0.1%
0.991	20	< 0.1%

acousticness
Real number (ℝ)

Distinct	5391
Distinct (%)	0.6%
Missing	478
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.41457313

Minimum	0
Maximum	0.996
Zeros	127
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.000487
Q1	0.0382
median	0.308
Q3	0.814
95-th percentile	0.988
Maximum	0.996
Range	0.996
Interquartile range (IQR)	0.7758

Descriptive statistics

Standard deviation	0.37564326
Coefficient of variation (CV)	0.90609649
Kurtosis	-1.520845
Mean	0.41457313
Median Absolute Deviation (MAD)	0.30091
Skewness	0.32632981
Sum	372794.11
Variance	0.14110786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.995	8174	0.9%
0.994	7038	0.8%
0.993	6163	0.7%
0.992	5277	0.6%
0.991	4884	0.5%
0.99	4144	0.5%
0.989	3810	0.4%
0.988	3573	0.4%
0.996	3308	0.4%
0.987	3272	0.4%
Other values (5381)	849581	94.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	127	< 0.1%
1 × 10^-6	3	< 0.1%
1.01 × 10^-6	7	< 0.1%
1.02 × 10^-6	5	< 0.1%
1.03 × 10^-6	6	< 0.1%
1.04 × 10^-6	4	< 0.1%
1.05 × 10^-6	3	< 0.1%
1.06 × 10^-6	2	< 0.1%
1.07 × 10^-6	2	< 0.1%
1.08 × 10^-6	2	< 0.1%

Value	Count	Frequency (%)
0.996	3308	0.4%
0.995	8174	0.9%
0.994	7038	0.8%
0.993	6163	0.7%
0.992	5277	0.6%
0.991	4884	0.5%
0.99	4144	0.5%
0.989	3810	0.4%
0.988	3573	0.4%
0.987	3272	0.4%

liveness
Real number (ℝ)

Distinct	1796
Distinct (%)	0.2%
Missing	478
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.18662722

Minimum	0
Maximum	1
Zeros	104
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0.0626
Q1	0.0962
median	0.119
Q3	0.218
95-th percentile	0.542
Maximum	1
Range	1
Interquartile range (IQR)	0.1218

Descriptive statistics

Standard deviation	0.16300863
Coefficient of variation (CV)	0.87344505
Kurtosis	6.8665257
Mean	0.18662722
Median Absolute Deviation (MAD)	0.0359
Skewness	2.4855796
Sum	167819.68
Variance	0.026571812
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.111	14634	1.6%
0.11	13593	1.5%
0.109	12466	1.4%
0.108	12043	1.3%
0.107	11642	1.3%
0.112	11527	1.3%
0.106	10927	1.2%
0.105	10552	1.2%
0.104	10146	1.1%
0.103	9881	1.1%
Other values (1786)	781813	86.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	104	< 0.1%
0.00613	1	< 0.1%
0.00724	1	< 0.1%
0.00784	1	< 0.1%
0.00838	1	< 0.1%
0.00892	1	< 0.1%
0.0093	1	< 0.1%
0.00967	1	< 0.1%
0.01	1	< 0.1%
0.0104	1	< 0.1%

Value	Count	Frequency (%)
1	7	< 0.1%
0.999	7	< 0.1%
0.998	7	< 0.1%
0.997	6	< 0.1%
0.996	11	< 0.1%
0.995	20	< 0.1%
0.994	24	< 0.1%
0.993	31	< 0.1%
0.992	33	< 0.1%
0.991	35	< 0.1%

trend
Categorical

MISSING

Distinct	4
Distinct (%)	0.1%
Missing	892662
Missing (%)	99.2%
Memory size	6.9 MiB

NEW_ENTRY	3224
MOVE_DOWN	1972
MOVE_UP	1517
SAME_POSITION	327

Length

Max length	13
Median length	9
Mean length	8.7548295
Min length	7

Characters and Unicode

Total characters	61634
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	NEW_ENTRY
2nd row	MOVE_DOWN
3rd row	NEW_ENTRY
4th row	NEW_ENTRY
5th row	NEW_ENTRY

Common Values

Value	Count	Frequency (%)
NEW_ENTRY	3224	0.4%
MOVE_DOWN	1972	0.2%
MOVE_UP	1517	0.2%
SAME_POSITION	327	< 0.1%
(Missing)	892662	99.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
new_entry	3224	45.8%
move_down	1972	28.0%
move_up	1517	21.5%
same_position	327	4.6%

Most occurring characters

Value	Count	Frequency (%)
E	10264	16.7%
N	8747	14.2%
_	7040	11.4%
O	6115	9.9%
W	5196	8.4%
M	3816	6.2%
T	3551	5.8%
V	3489	5.7%
R	3224	5.2%
Y	3224	5.2%
Other values (6)	6968	11.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	61634	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	10264	16.7%
N	8747	14.2%
_	7040	11.4%
O	6115	9.9%
W	5196	8.4%
M	3816	6.2%
T	3551	5.8%
V	3489	5.7%
R	3224	5.2%
Y	3224	5.2%
Other values (6)	6968	11.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	61634	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	10264	16.7%
N	8747	14.2%
_	7040	11.4%
O	6115	9.9%
W	5196	8.4%
M	3816	6.2%
T	3551	5.8%
V	3489	5.7%
R	3224	5.2%
Y	3224	5.2%
Other values (6)	6968	11.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	61634	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	10264	16.7%
N	8747	14.2%
_	7040	11.4%
O	6115	9.9%
W	5196	8.4%
M	3816	6.2%
T	3551	5.8%
V	3489	5.7%
R	3224	5.2%
Y	3224	5.2%
Other values (6)	6968	11.3%

instrumentalness
Real number (ℝ)

ZEROS

Distinct	5402
Distinct (%)	0.6%
Missing	478
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.30045605

Minimum	0
Maximum	1
Zeros	202479
Zeros (%)	22.5%
Negative	0
Negative (%)	0.0%
Memory size	6.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.27 × 10^-6
median	0.00535
Q3	0.787
95-th percentile	0.939
Maximum	1
Range	1
Interquartile range (IQR)	0.78699773

Descriptive statistics

Standard deviation	0.39150411
Coefficient of variation (CV)	1.3030329
Kurtosis	-1.3384459
Mean	0.30045605
Median Absolute Deviation (MAD)	0.00535
Skewness	0.71290578
Sum	270177.29
Variance	0.15327546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	202479	22.5%
0.926	1903	0.2%
0.915	1889	0.2%
0.928	1884	0.2%
0.916	1881	0.2%
0.918	1878	0.2%
0.927	1875	0.2%
0.929	1859	0.2%
0.923	1848	0.2%
0.912	1845	0.2%
Other values (5392)	679883	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	202479	22.5%
1 × 10^-6	136	< 0.1%
1.01 × 10^-6	273	< 0.1%
1.02 × 10^-6	252	< 0.1%
1.03 × 10^-6	243	< 0.1%
1.04 × 10^-6	258	< 0.1%
1.05 × 10^-6	261	< 0.1%
1.06 × 10^-6	233	< 0.1%
1.07 × 10^-6	281	< 0.1%
1.08 × 10^-6	232	< 0.1%

Value	Count	Frequency (%)
1	58	< 0.1%
0.999	58	< 0.1%
0.998	56	< 0.1%
0.997	51	< 0.1%
0.996	67	< 0.1%
0.995	87	< 0.1%
0.994	79	< 0.1%
0.993	101	< 0.1%
0.992	88	< 0.1%
0.991	107	< 0.1%

loudness
Real number (ℝ)

Distinct	39362
Distinct (%)	4.4%
Missing	478
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	-10.833539

Minimum	-60
Maximum	5.096
Zeros	2
Zeros (%)	< 0.1%
Negative	898082
Negative (%)	99.8%
Memory size	6.9 MiB

Quantile statistics

Minimum	-60
5-th percentile	-25.604
Q1	-13.643
median	-8.74
Q3	-5.983
95-th percentile	-3.468
Maximum	5.096
Range	65.096
Interquartile range (IQR)	7.66

Descriptive statistics

Standard deviation	6.9411068
Coefficient of variation (CV)	-0.64070539
Kurtosis	2.1901024
Mean	-10.833539
Median Absolute Deviation (MAD)	3.355
Skewness	-1.4521399
Sum	-9741778.3
Variance	48.178964
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-5.862	127	< 0.1%
-6.217	124	< 0.1%
-7.078	122	< 0.1%
-5.743	121	< 0.1%
-5.623	120	< 0.1%
-5.756	119	< 0.1%
-5.582	118	< 0.1%
-5.696	117	< 0.1%
-5.772	116	< 0.1%
-6.017	116	< 0.1%
Other values (39352)	898024	99.8%
(Missing)	478	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-60	21	< 0.1%
-58.713	1	< 0.1%
-56.059	1	< 0.1%
-54.077	1	< 0.1%
-53.986	1	< 0.1%
-53.985	1	< 0.1%
-53.714	1	< 0.1%
-53.461	1	< 0.1%
-53.025	1	< 0.1%
-52.863	1	< 0.1%

Value	Count	Frequency (%)
5.096	1	< 0.1%
4.638	1	< 0.1%
4.142	1	< 0.1%
4.14	1	< 0.1%
3.97	1	< 0.1%
3.833	1	< 0.1%
3.793	1	< 0.1%
3.744	1	< 0.1%
3.554	1	< 0.1%
3.537	1	< 0.1%

name
Text

Distinct	578959
Distinct (%)	64.4%
Missing	487
Missing (%)	0.1%
Memory size	6.9 MiB

Length

Max length	292
Median length	235
Mean length	19.724947
Min length	1

Characters and Unicode

Total characters	17736968
Distinct characters	4194
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	478009 ?
Unique (%)	53.2%

Sample

1st row	Friday I’m In Love - Recorded at Spotify Studios NYC
2nd row	I Love You Always Forever
3rd row	Love Too Deep - Radio Edit
4th row	No Tiren Las Botellas
5th row	El Momento de Despertar - Blue Sky Mix

Value	Count	Frequency (%)
	145204	4.4%
the	98945	3.0%
in	46198	1.4%
of	36979	1.1%
you	36639	1.1%
a	34857	1.1%
i	33541	1.0%
me	28296	0.9%
feat	26043	0.8%
no	25724	0.8%
Other values (190024)	2787284	84.5%

Most occurring characters

Value	Count	Frequency (%)
	2400444	13.5%
e	1542615	8.7%
a	1069910	6.0%
o	1060629	6.0%
i	922456	5.2%
n	893442	5.0%
r	809684	4.6%
t	759120	4.3%
s	580249	3.3%
l	572173	3.2%
Other values (4184)	7126246	40.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17736968	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2400444	13.5%
e	1542615	8.7%
a	1069910	6.0%
o	1060629	6.0%
i	922456	5.2%
n	893442	5.0%
r	809684	4.6%
t	759120	4.3%
s	580249	3.3%
l	572173	3.2%
Other values (4184)	7126246	40.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17736968	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2400444	13.5%
e	1542615	8.7%
a	1069910	6.0%
o	1060629	6.0%
i	922456	5.2%
n	893442	5.0%
r	809684	4.6%
t	759120	4.3%
s	580249	3.3%
l	572173	3.2%
Other values (4184)	7126246	40.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17736968	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2400444	13.5%
e	1542615	8.7%
a	1069910	6.0%
o	1060629	6.0%
i	922456	5.2%
n	893442	5.0%
r	809684	4.6%
t	759120	4.3%
s	580249	3.3%
l	572173	3.2%
Other values (4184)	7126246	40.2%

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	track_id	streams	artist_followers	genres	album_total_tracks	track_artists	artist_popularity	explicit	tempo	chart	album_release_date	energy	key	added_at	popularity	track_album_album	duration_ms	available_markets	track_track_number	rank	mode	time_signature	album_name	speechiness	region	danceability	valence	acousticness	liveness	trend	instrumentalness	loudness	name
0	07vS8obfeZbr8H4MgQfXR7	NaN	2338837.0	['indie pop', 'la indie', 'pov: indie']	2.0	Phoebe Bridgers	74.0	False	97.129	NaN	2018-12-05	0.123	7.0	2021-07-04T11:06:43Z	0.0	single	NaN	[]	2.0	NaN	1.0	4.0	Spotify Singles	0.0407	NaN	0.373	0.138	0.9480	0.0816	NaN	0.000000	-15.193	Friday I’m In Love - Recorded at Spotify Studios NYC
1	1PEqh7awkpuepLBSq8ZwqD	27156.0	84914.0	['lilith', 'new wave pop']	11.0	NaN	51.0	False	103.773	top200	1996-04-16	0.453	5.0	2023-01-25T01:09:09Z	71.0	NaN	239960.0	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	187.0	1.0	4.0	Now in a Minute	0.0348	France	0.744	0.122	0.6270	0.0898	NEW_ENTRY	0.421000	-11.977	I Love You Always Forever
2	7E8pPgBY84oDaXRcqODavR	NaN	59150.0	['deep groove house', 'house', 'tech house']	2.0	NaN	54.0	False	122.030	NaN	2014-07-07	0.878	9.0	NaN	0.0	NaN	NaN	[]	NaN	NaN	0.0	4.0	Love Too Deep	0.0357	NaN	0.747	0.897	0.0794	0.3700	NaN	0.000531	-5.209	Love Too Deep - Radio Edit
3	0Atml4huw4Fgyk6YSHiK4M	NaN	1528.0	[]	15.0	NaN	0.0	False	84.099	NaN	2001-01-24	0.484	7.0	NaN	0.0	NaN	NaN	[]	NaN	NaN	1.0	4.0	Voces Del Pueblo	0.0356	NaN	0.604	0.564	0.1000	0.0865	NaN	0.000000	-7.097	No Tiren Las Botellas
4	4WYDmIZrwxBHdBYdvi5oQO	NaN	6776.0	['chill lounge', 'deep chill']	26.0	NaN	28.0	False	156.017	NaN	2014-10-03	0.447	0.0	NaN	7.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	The Smooth Operator - Cosmopolitan Lounge Music	0.0613	NaN	0.761	0.761	0.0616	0.0822	NaN	0.873000	-10.961	El Momento de Despertar - Blue Sky Mix
5	0awG4a7t5UrmZZ4PZVNav3	NaN	28431.0	['post-disco']	29.0	Oliver Cheatham	50.0	False	116.545	NaN	2020-05-08	0.611	11.0	2021-12-19T05:12:52Z	0.0	compilation	NaN	[]	22.0	NaN	0.0	4.0	Disco Essentials	0.0573	NaN	0.865	0.963	0.2260	0.0572	NaN	0.082000	-11.571	Get Down Saturday Night
6	1DihsSBztAD6qJ5TTEE90F	NaN	355425.0	['classic italian pop', 'italian adult pop']	11.0	NaN	44.0	False	120.012	NaN	2015-02-12	0.633	11.0	NaN	0.0	NaN	NaN	[]	NaN	NaN	0.0	4.0	Naif	0.0323	NaN	0.713	0.518	0.0785	0.1060	NaN	0.000003	-7.425	Senza fare sul serio
7	2uwnP6tZVVmTovzX5ELooy	NaN	23324247.0	['conscious hip hop', 'hip hop', 'north carolina hip hop', 'rap']	21.0	NaN	84.0	True	99.992	NaN	2013-06-18	0.608	1.0	2023-10-03T23:26:09Z	80.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	Born Sinner (Deluxe Version)	0.2160	NaN	0.667	0.475	0.3240	0.4260	NaN	0.000198	-7.054	Power Trip (feat. Miguel)
8	05HYPQPzZXyvirt2Gsbvut	NaN	2166585.0	['classic country pop', 'classic texas country', 'country', 'country rock', 'nashville sound', 'outlaw country', 'singer-songwriter']	11.0	Willie Nelson	69.0	False	80.972	NaN	2016-02-26	0.217	2.0	NaN	18.0	album	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	9.0	NaN	1.0	4.0	Summertime: Willie Nelson Sings Gershwin	0.0326	NaN	0.553	0.197	0.8420	0.1010	NaN	0.000066	-12.973	Embraceable You (feat. Sheryl Crow)
9	3FUPP0Q5E2JKopEUHXIwdw	NaN	195.0	[]	3.0	NaN	31.0	False	89.206	NaN	2023-01-08	0.156	2.0	NaN	35.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	0.0	4.0	Somewhere Only We Go	0.0320	NaN	0.442	0.182	0.9870	0.1860	NaN	0.900000	-17.749	Somewhere Only We Go

	track_id	streams	artist_followers	genres	album_total_tracks	track_artists	artist_popularity	explicit	tempo	chart	album_release_date	energy	key	added_at	popularity	track_album_album	duration_ms	available_markets	track_track_number	rank	mode	time_signature	album_name	speechiness	region	danceability	valence	acousticness	liveness	trend	instrumentalness	loudness	name
899692	0DXGme9sJXTlwkvb946bwJ	NaN	10936.0	['tech house']	1.0	NaN	31.0	False	130.010	NaN	2023-10-13	0.9530	1.0	NaN	14.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	0.0	4.0	Hallucination (George Z Remix)	0.0540	NaN	0.615	0.366	0.017100	0.2840	NaN	0.54400	-5.755	Hallucination - George Z Remix
899693	04OoQIbg82ONtiqiQE38v0	NaN	2211.0	['classic city pop']	7.0	NaN	16.0	False	107.781	NaN	1978-12-21	0.1810	4.0	NaN	24.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	0.0	4.0	バッド・アニマ	0.0345	NaN	0.611	0.341	0.942000	0.1090	NaN	0.06410	-19.894	スペイス・トラヴェラー
899694	1FvwBwSHfx61urFd7Eco2E	NaN	29.0	[]	1.0	Davi Barufaldi	2.0	False	110.041	NaN	2021-07-17	0.3250	2.0	NaN	15.0	single	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	1.0	NaN	1.0	4.0	Santo Espirito	0.0368	NaN	0.767	0.268	0.449000	0.0903	NaN	0.89900	-10.741	Santo Espirito
899695	5EuHXAbiKSPvjE3Towh9g3	NaN	37474.0	['deep house', 'float house']	1.0	NaN	33.0	False	128.011	NaN	2022-04-08	0.7090	2.0	NaN	12.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	Proto/Emotions	0.0528	NaN	0.807	0.740	0.002320	0.0445	NaN	0.78600	-11.361	Proto/Emotions
899696	4Bmp7mEwtvF7xeUdKwXtPy	NaN	478.0	[]	8.0	NaN	0.0	False	120.064	NaN	2023-04-01	0.8920	9.0	NaN	0.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	We're Installing Three New Elevators	0.1320	NaN	0.548	0.285	0.000702	0.1220	NaN	0.00664	-11.452	Chainsaw
899697	7vHTQ2jmlgJrJLG4JuXIKe	NaN	40725.0	['melodic techno']	1.0	NaN	36.0	False	123.006	NaN	2022-02-25	0.7430	11.0	NaN	28.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	Rock It	0.0532	NaN	0.803	0.176	0.001200	0.0618	NaN	0.30800	-6.241	Rock It
899698	6V8OtQwEXvXikl6hgzMadT	NaN	10523.0	['zouk riddim']	25.0	NaN	32.0	False	92.999	NaN	2016	0.7560	1.0	NaN	0.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	Zouk Love Session (Valentine's Day Edition)	0.0376	NaN	0.655	0.401	0.009920	0.3370	NaN	0.02800	-7.407	Pour toi
899699	4ytUwCIZoGFwwkRgnjmBLu	NaN	43895.0	['chanson', 'classic french pop', 'french pop']	9.0	NaN	42.0	False	85.571	NaN	2017-02-03	0.6360	3.0	NaN	0.0	NaN	NaN	[]	NaN	NaN	1.0	4.0	Calicoba (2017 Remastered)	0.0343	NaN	0.596	0.409	0.055800	0.0629	NaN	0.00000	-8.882	Ville De Lumière - 2017 Remastered
899700	3ZlnnDeAYpRznBFubDVdfH	NaN	3.0	[]	30.0	NaN	6.0	False	61.653	NaN	2023-07-21	0.0908	3.0	NaN	0.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	3.0	A Harp Journey, vol. I	0.0897	NaN	0.618	0.850	0.929000	0.0922	NaN	0.89800	-25.645	Dancing with the Wind (Harp Version)
899701	2NC6rTKrPhxakFzGMdTsxO	NaN	5201016.0	['classical', 'classical era', 'early romantic era', 'german romanticism']	8.0	NaN	68.0	False	150.068	NaN	2008-02-21	0.1830	5.0	NaN	1.0	NaN	NaN	['AR', 'AU', 'AT', 'BE', 'BO', 'BR', 'BG', 'CA', 'CL', 'CO', 'CR', 'CY', 'CZ', 'DK', 'DO', 'DE', 'EC', 'EE', 'SV', 'FI', 'FR', 'GR', 'GT', 'HN', 'HK', 'HU', 'IS', 'IE', 'IT', 'LV', 'LT', 'LU', 'MY', 'MT', 'MX', 'NL', 'NZ', 'NI', 'NO', 'PA', 'PY', 'PE', 'PH', 'PL', 'PT', 'SG', 'SK', 'ES', 'SE', 'CH', 'TW', 'TR', 'UY', 'US', 'GB', 'AD', 'LI', 'MC', 'ID', 'JP', 'TH', 'VN', 'RO', 'IL', 'ZA', 'SA', 'AE', 'BH', 'QA', 'OM', 'KW', 'EG', 'MA', 'DZ', 'TN', 'LB', 'JO', 'PS', 'IN', 'BY', 'KZ', 'MD', 'UA', 'AL', 'BA', 'HR', 'ME', 'MK', 'RS', 'SI', 'KR', 'BD', 'PK', 'LK', 'GH', 'KE', 'NG', 'TZ', 'UG', 'AG', 'AM', 'BS', 'BB', 'BZ', 'BT', 'BW', 'BF', 'CV', 'CW', 'DM', 'FJ', 'GM', 'GE', 'GD', 'GW', 'GY', 'HT', 'JM', 'KI', 'LS', 'LR', 'MW', 'MV', 'ML', 'MH', 'FM', 'NA', 'NR', 'NE', 'PW', 'PG', 'PR', 'WS', 'SM', 'ST', 'SN', 'SC', 'SL', 'SB', 'KN', 'LC', 'VC', 'SR', 'TL', 'TO', 'TT', 'TV', 'VU', 'AZ', 'BN', 'BI', 'KH', 'CM', 'TD', 'KM', 'GQ', 'SZ', 'GA', 'GN', 'KG', 'LA', 'MO', 'MR', 'MN', 'NP', 'RW', 'TG', 'UZ', 'ZW', 'BJ', 'MG', 'MU', 'MZ', 'AO', 'CI', 'DJ', 'ZM', 'CD', 'CG', 'IQ', 'LY', 'TJ', 'VE', 'ET', 'XK']	NaN	NaN	1.0	4.0	Beethoven: Symphonies Nos. 5 and 8	0.0378	NaN	0.403	0.274	0.945000	0.1000	NaN	0.68600	-19.031	Symphony No. 8 in F Major, Op. 93: IV. Allegro molto

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length